EM

Projects

Selected research, systems, frontend, and infrastructure work. Click a project card to open a larger project view, or click a project title to go directly to the live/site location.
Generative models · High energy physics 01

particleGPT

image placeholder

A GPT-style modeling pipeline for particle collision events: tokenization, training, sampling, untokenization, validation, metrics, and analysis.

ML systems · Interactive tooling 02

Scaling laws visualizer

image placeholder

A technical design tool for reasoning about compute, data, model size, and expected loss from scaling-law papers.

Unreal Engine · C++ 03

Realtime gameplay systems

image placeholder

Gameplay, networking, rendering-adjacent, and desktop tooling work built around performance, correctness, and iteration speed.

AWS · Databases · Auth · Serverless 04

Cloud-backed applications

image placeholder

Backend systems using GameLift, RDS, DynamoDB, Cognito, Lambda, SNS, S3, and related infrastructure pieces.

Evaluation · Simulation · Analysis 05

HEP metrics lab

image placeholder

Placeholder project for generative-model evaluation, detector-inspired plots, and comparison metrics for physics event data.

Sequence design · Data tooling 06

Tokenizer workbench

image placeholder

Placeholder project for experimenting with event-stream tokenization, starter prompts, sequence packing, and reversible data transforms.

C++ · Profiling · Runtime systems 07

Latency notebook

image placeholder

Placeholder project for profiling notes, frame-time experiments, memory behavior, and low-latency systems engineering patterns.

AWS · Data pipelines · Tooling 08

Research infra atlas

image placeholder

Placeholder project for backend architecture, AWS infrastructure, experiment tracking, data movement, and research tooling systems.

large image placeholder

Generative models · High energy physics

particleGPT

particleGPT is the main research-engineering project behind this site. It treats hadronic collision events as sequence data and explores how language-model tooling can be adapted for particle generation. The project spans tokenizer design, packed event streams, model training, sampling, validation metrics, untokenization, and analysis plots.

GitHub Research location
large image placeholder

ML systems · Interactive tooling

Scaling laws visualizer

An interactive interface for exploring scaling-law relationships from machine-learning papers. The point is to make compute, parameter count, data budget, and predicted loss feel like design variables rather than abstract equations.

GitHub Live site
large image placeholder

Unreal Engine · C++

Realtime gameplay systems

A collection of game-engine and systems work from Unreal Engine 4/5, high-performance C++, desktop tooling, gameplay architecture, and profiling-heavy development. The common theme is building responsive systems where correctness and feel both matter.

GitHub Project location
large image placeholder

AWS · Databases · Auth · Serverless

Cloud-backed applications

Backend and infrastructure work across AWS services, relational and NoSQL databases, auth, event-driven functions, storage, and game/backend service architecture. This project slot will eventually collect architecture diagrams, deployment notes, and backend case studies.

GitHub Architecture notes
large image placeholder

Evaluation · Simulation · Analysis

HEP metrics lab

A placeholder slot for future work around evaluating generated high-energy physics events. This can eventually include metric dashboards, distribution comparisons, validation summaries, and notes on interpreting model quality beyond a single loss curve.

GitHub Project location
large image placeholder

Sequence design · Data tooling

Tokenizer workbench

A placeholder slot for a tokenizer-focused tool or writeup collection. It can later show how particle features are discretized, packed, sampled, and untokenized for generative modeling workflows.

GitHub Project location
large image placeholder

C++ · Profiling · Runtime systems

Latency notebook

A placeholder slot for systems and performance work. This can become a small lab of profiling traces, C++ experiments, Unreal Engine lessons, and latency-sensitive backend or desktop tooling notes.

GitHub Project location
large image placeholder

AWS · Data pipelines · Tooling

Research infra atlas

A placeholder slot for infrastructure-oriented work. It can later collect cloud diagrams, database schemas, pipeline notes, deployment choices, and the engineering behind reproducible technical projects.

GitHub Project location